Reviews, apps and software data: ratings, listings and pricing
Review and marketplace platforms publish listings, ratings, review text and sometimes pricing. Official APIs on these platforms usually serve the vendors being reviewed, not third parties; public listing pages are the general route.
The short answer
Software and app reviews sit on a few large platforms. Start from the platform your buyers use, collect the product listing with its rating context, and treat reviews as dated opinions with a source URL, not as a score you can average across sites.
12 websites, 20 catalogue Actors, 20 of them with a published output schema. Data checked 2026-11-12. How the routes are scored.Websites in this group
Each website link opens the full comparison, field matrix, official API route and legal notes. The table shows how many catalogue Actors cover each website, how many publish an output schema, the cheapest published rate per 1,000 and the official access status.
| Website | Category | Catalogue tools | Schemas | Cheapest / 1K | Official API |
|---|---|---|---|---|---|
| G2 g2.com | Software reviews | 1 | 1 | $0.99 / 1K | No open API |
| Capterra capterra.com | Software reviews | 1 | 1 | $0.99 / 1K | No open API |
| TrustRadius trustradius.com | Software reviews | 1 | 1 | $0.99 / 1K | No open API |
| Trustpilot trustpilot.com | Reviews | 2 | 2 | $0.99 / 1K | Limited access |
| Product Hunt producthunt.com | Startups and products | 1 | 1 | $0.99 / 1K | Public API |
| Apple App Store apps.apple.com | App stores | 1 | 1 | $0.99 / 1K | Limited access |
| Google Play play.google.com | App stores | 1 | 1 | $0.99 / 1K | Limited access |
| Google Workspace Marketplace workspace.google.com/marketplace | App stores | 4 | 4 | $0.99 / 1K | Limited access |
| GitHub github.com | Developer platforms | 4 | 4 | $0.99 / 1K | Public API |
| Yelp yelp.com | Reviews | 2 | 2 | $0.99 / 1K | Public API |
| Crunchbase crunchbase.com | Startups and products | 1 | 1 | $0.99 / 1K | Limited access |
| Y Combinator ycombinator.com | Startups and products | 1 | 1 | $0.99 / 1K | No open API |
Counts are catalogue Actors mapped to the website, not every tool on the public Store. A schema count is the number of tools with at least three published output fields. Prices exclude Actor start events and plan differences.
Ranked lists, API pricing and error fixes in this group
Catalogue starting points
These are the highest-ranked catalogue routes across the vertical, one per website where possible. They are a starting point for the use case, not a claim that another catalogue Actor cannot fit a narrower job.
G2 Software Reviews, Product Info & Competitor Extractor
Collects G2 software product reviews with ratings and pros/cons, product profile summaries, or competitor listings from any G2 product page.
Capterra Software Pricing & Feature Extractor
Look up Capterra software products by direct URL or by name and get pricing plans, feature and integration lists, ratings, pros/cons summaries,…
TrustRadius Product Ratings & Feature Score Extractor
Extract TrustRadius product pages by direct URL, search term, or category: pricing, aggregate ratings, feature scorecards, award badges, and…
Trustpilot Company Review Extractor
Pull reviews from any Trustpilot company page with star rating, reviewer details, verification status, and company replies, filterable by rating,…
Trustpilot Review & Business Rating Scraper
Pull Trustpilot reviews or per-business rating summaries for any number of domains in one run, filtered by rating, language, date range, keyword,…
Product Hunt Launch & Topic Data Exporter
Export Product Hunt launches with votes, comments, makers, hunter and topics from the daily leaderboard, a topic, a maker's history, or specific…
What teams use this data for
Competitive research
Compare listings, categories, ratings, review counts and published pricing for products in a category.
Review analysis
Collect review text, rating, date and reviewer role to find recurring praise and complaints. Keep the review URL for every quote.
App and extension tracking
Follow app or extension listings for version, rating, install bands and update dates over time.
What to check before you build
- Ratings on different platforms use different scales and populations. Do not average them across sites.
- Reviewer names and profiles can be personal data. Collect only what the analysis needs.
- Official review APIs usually serve the reviewed vendor's own listings; check the website page for the current route.
Use the field finder for a specific field, the cost estimator for a row count, and the complete Actor catalogue for the full shelf.
Questions people ask
Can I get G2 or Capterra reviews through an official API?
Their official programmes are aimed at the vendors being reviewed, not at third parties collecting reviews. Each website page here states the official route and its conditions.
What makes a useful review dataset?
Product, rating, review title and text, review date, reviewer role or company size where shown, and the review URL, with a rule to remove duplicates between runs.
Are app store ratings comparable across stores?
Not directly. The App Store and Google Play count and display ratings differently, and ratings can vary by country. Compare within one store and record the country.
Sources and data notes
The website rows are generated from the catalogue. Official API status comes from each website's documented route and is dated below.
- G2 API documentation
- Capterra API documentation
- TrustRadius API documentation
- Trustpilot API documentation
- Product Hunt API documentation
- Data sources and check policy
- Ranking method and limits
Get G2 data with a catalogue Actor
G2 Software Reviews, Product Info & Competitor Extractor returns 5 of 5 core G2 fields at $0.99 per 1,000 results. Compare all 9 G2 routes, or see Capterra, TrustRadius, Trustpilot and Product Hunt.